RAG and vectors

2,555 mods in this category, of every kind an agent can take. Each one carries what it costs per session, what the scan found, and whether it is the original.

raganything-mcp

553

yyisahandsomeboy/rag_anything_mcp_sever

Skill Claude CodeCodex

A skill for operating the RAG-Anything MCP service, which lets an agent index and search information in files such as PDFs, documents, spreadsheets, web pages, and code.

not rated 0 1mo ago A 100 tokens

mcp

554

littlebigbrains/lbb-mcp

MCP server Claude CodeCodexCursor +2

MCP server for little big brain — graph and hybrid search tools for agents. Runs locally from the @littlebigbrain/mcp npm package.

not rated 0 7d ago A tokens not measured copy · 78% Apache-2.0

rag-db-advisor

555

kenimo49/rag-db-advisor

MCP server Claude CodeCodexCursor +2

MCP server "rag-db-advisor" as configured in kenimo49/rag-db-advisor. Runs locally from the rag-db-advisor Python package.

not rated 0 1mo ago A tokens not measured original MIT

tinyrag

556

spacecat398/TinyRAG-MCP

MCP server Claude CodeCodexCursor +2

A minimal Python library for Retrieval-Augmented Generation with codebase indexing and multiple vector store backends. Runs locally from the tinyrag Python package.

not rated 0 1mo ago A tokens not measured original MIT

codescope

558

Ibadat-Ali86/codescope-mcp-preflight

MCP server Claude CodeCodexCursor +2

A call graph generator designed for codebase RAG. Runs locally from the codescope Python package.

not rated 0 1mo ago A tokens not measured original MIT

rag-mcp

559

NextLevelManagementAdvisors/rag-mcp

MCP server Claude CodeCodexCursor +2

This is a local rag-mcp solution with chromadb using langchain and docling. Runs locally from the rag-mcp Python package.

not rated 0 10d ago A tokens not measured AGPL-3.0

context-server

560

context-server/context-server

MCP server Claude CodeCodexCursor +2

Lightweight MCP server for semantic search over organizational markdown. Runs locally from the context-server Python package.

not rated 0 today A tokens not measured original MIT

vectorlane

561

talocode/vectorlane

MCP server Claude CodeCodexCursor +2

Open-source local vector memory engine for AI agents — ingest documents, chunk content, generate embeddings, search locally, return metadata/citations. Runs locally from the @talocode/vectorlane npm package.

not rated 0 1mo ago A tokens not measured original MIT

mad-mcp-qdrant

562

MADPANDA3D/QDRANT-MCP

MCP server Claude CodeCodexCursor +2

MCP server for retrieving context from a Qdrant vector database. Runs locally from the mad-mcp-qdrant Python package.

not rated 0 14d ago A tokens not measured original Apache-2.0

mnemosyne-mcp

563

zhadyz/mnemosyne-mcp

MCP server Claude CodeCodexCursor +2

Mnemosyne MCP: FREE Local Embeddings for Knowledge Graph Memory - No API Keys Required. Runs locally from the @zhadyz/mnemosyne-mcp npm package.

not rated 0 10mo ago A tokens not measured original MIT

universal-rag-mcp

564

Sid7on1/universal-memory-mcp

MCP server Claude CodeCodexCursor +2

Universal RAG Memory MCP Server for AI assistants. Runs locally from the @sid7vish/universal-rag-mcp npm package.

not rated 0 10mo ago A tokens not measured original MIT

bedrock-kb-mcp-server

565

lorenzomicheli/bedrock-kb-mcp-server

MCP server Claude CodeCodexCursor +2

MCP server "bedrock-kb-mcp-server" as configured in lorenzomicheli/bedrock-kb-mcp-server. Runs locally from the bedrock-kb-mcp-server Python package.

not rated 0 1mo ago A tokens not measured copy · 100% MIT

ogmem-rag-mcp

566

PoivronMax/oG-Memory-RAG

MCP server Claude CodeCodexCursor +2

MCP server that lets any agent query a remote oG-Memory knowledge base with just OGMEMAPIURL + OGMEMAPITOKEN. Runs locally from the ogmem-rag-mcp Python package.

not rated 0 1mo ago A tokens not measured original MIT

tokensense

567

AayushKumbhare/tokensense

MCP server Claude CodeCodexCursor +2

AI orchestration engine — semantic retrieval, context compression, and intelligent model routing. Runs locally from the tokensense Python package.

not rated 0 1mo ago A tokens not measured

rag-insights-mcp

568

hamurda/rag-insights-mcp

MCP server Claude CodeCodexCursor +2

MCP server "rag-insights-mcp" as configured in hamurda/rag-insights-mcp. Runs locally from the rag-insights-mcp Python package.

not rated 0 5mo ago A tokens not measured

ragmark

569

cdcoonce/ragmark

MCP server Claude CodeCodexCursor +2

MCP server "ragmark" as configured in cdcoonce/ragmark. Runs locally from the ragmark Python package.

not rated 0 28d ago A tokens not measured original MIT

Devidas-07/mcp-based-rag

MCP server Claude CodeCodexCursor +2

MCP server "mcp-knowledge-assistant" as configured in Devidas-07/mcp-based-rag. Runs locally from the mcp-knowledge-assistant Python package.

not rated 0 26d ago A tokens not measured

ragwatcher

571

neumann-mlucas/ragwatcher

MCP server Claude CodeCodexCursor +2

MCP server "ragwatcher" as configured in neumann-mlucas/ragwatcher. Runs locally from the ragwatcher Python package.

not rated 0 11d ago A tokens not measured original MIT

mcp-local-rag

572

xiuxiansk/mcp-local-rag

MCP server Claude CodeCodexCursor +2

Local RAG MCP Server - Easy-to-setup document search with minimal configuration. Runs locally from the mcp-local-rag npm package. Needs 13 environment variables to run.

not rated 0 19d ago A tokens not measured copy · 91% MIT

d-knowledge-graph

573

scorpion1476-lgtm/D-Knowledge_Graph

MCP server Claude CodeCodexCursor +2

MCP server "d-knowledge-graph" as configured in scorpion1476-lgtm/D-KnowledgeGraph. Runs locally from the d-knowledge-graph Python package.

not rated 0 29d ago A tokens not measured

gengomcp

574

sobamchan/gengomcp

MCP server Claude CodeCodexCursor +2

MCP server for finding ACL conference papers about NLP from a Qdrant database. Runs locally from the gengomcp Python package.

not rated 0 1mo ago A tokens not measured original MIT

BairuiZhang/agent-bm25-knowledge-mcp

MCP server Claude CodeCodexCursor +2

MCP server "agent-knowledge-mcp-server" as configured in BairuiZhang/agent-bm25-knowledge-mcp. Runs locally from the agent-knowledge-mcp-server npm package.

not rated 0 1mo ago A tokens not measured

dryad-rag-mcp

576

DryadAI/dryad-rag-mcp

MCP server Claude CodeCodexCursor +2

MCP server "dryad-rag-mcp" as configured in DryadAI/dryad-rag-mcp. Runs locally from the dryad-rag-mcp npm package.

not rated 0 1mo ago A tokens not measured original MIT